{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)\n",
    "\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_name = \"uk_data\"\n",
    "all_data = np.fromfile(data_name)\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "stand_scaler = MinMaxScaler()\n",
    "all_data = stand_scaler.fit_transform(all_data.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,LSTM\n",
    "\n",
    "\n",
    "def build_model(activation_name,):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(512, input_shape=(sequence_len,1),return_sequences=True))\n",
    "    model.add(LSTM(128))\n",
    "    model.add(Dense(1,activation=activation_name))\n",
    "    optimizer =tf.optimizers.Adam(learning_rate=0.001)\n",
    "    model.compile(loss='mean_squared_error', optimizer=optimizer, metrics=['mape'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = build_model(\"sigmoid\")\n",
    "step = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = keras.models.load_model(data_name+\".h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict = lstm.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Y_predict_real = stand_scaler.inverse_transform(Y_predict.reshape(-1,1))\n",
    "# Y_test_real = stand_scaler.inverse_transform(Y_test.reshape(-1,1))\n",
    "Y_predict_real = Y_predict.reshape(-1,1)\n",
    "Y_test_real = Y_test.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x21e298ee5e0>]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x144 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 2))\n",
    "plt.plot(Y_predict_real)\n",
    "plt.plot(Y_test_real)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：0.008564031774740612\n",
      "平均绝对百分比误差(MAPE)：0.037850578070705236\n"
     ]
    }
   ],
   "source": [
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_predict_real, Y_test_real)}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_predict, Y_test)}\")"
   ]
  }
 ]
}